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Table 21 Average F-measure of 3NN classification on the Two Moons artificial datasets

From: A multi-manifold learning based instance weighting and under-sampling for imbalanced data classification problems

Dataset

Original data

Proposed

imb_two_moons_IR = 1

0.99 ± 0.019

0.99 ± 0.017

imb_two_moons_IR = 5

0.99 ± 0.024

0.99 ± 0.024

imb_two_moons_IR = 10

0.98 ± 0.034

0.98 ± 0.034

imb_two_moons_IR = 20

0.98 ± 0.043

0.99 ± 0.043